I understood that the the artery that supplies your uterus (and as a result your placenta) with blood goes down your right side sort of at the back. So if you lie on it you can restrict the flow - but only in some people and if you were restricting flow you would feel uncomfortable and move.

I think that if there is the option of doing it on your right or left and it doesn't affect the exercise then I would lie on my left.